GET https://rct.dev.bbntimes.com/technology/minimizing-train-delays-with-machine-learning

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
_controller
"App\Controller\ArticleController::show"
_firewall_context
"security.firewall.map.context.main"
_links
Symfony\Component\WebLink\GenericLinkProvider {#3673
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    3786 => Symfony\Component\WebLink\Link {#3786
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    3785 => Symfony\Component\WebLink\Link {#3785
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      -rel: [
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      -attributes: [
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    3784 => Symfony\Component\WebLink\Link {#3784
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      -rel: [
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    3781 => Symfony\Component\WebLink\Link {#3781
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_route
"article_show"
_route_params
[
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]
_security_firewall_run
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_stopwatch_token
"490023"
category
"technology"
slug
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Request Headers

Header Value
accept
"text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.7"
accept-encoding
"gzip, deflate, br, zstd"
cache-control
"no-cache"
connection
"close"
host
"rct.dev.bbntimes.com"
pragma
"no-cache"
sec-ch-ua
""Chromium";v="130", "HeadlessChrome";v="130", "Not?A_Brand";v="99""
sec-ch-ua-mobile
"?0"
sec-ch-ua-platform
""Windows""
sec-fetch-dest
"document"
sec-fetch-mode
"navigate"
sec-fetch-site
"none"
sec-fetch-user
"?1"
upgrade-insecure-requests
"1"
user-agent
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
x-php-ob-level
"1"

Request Content

Request content not available (it was retrieved as a resource).

Response

Response Headers

Header Value
cache-control
"no-cache, private"
content-type
"text/html; charset=UTF-8"
date
"Sun, 20 Jul 2025 05:26:45 GMT"
link
"</build/runtime.js>; rel="preload"; as="script",</build/644.js>; rel="preload"; as="script",</build/502.js>; rel="preload"; as="script",</build/app.js>; rel="preload"; as="script",</build/view-more.js>; rel="preload"; as="script",</build/term-condition.js>; rel="preload"; as="script",</build/contact.js>; rel="preload"; as="script",</build/scroll-infinite-article.js>; rel="preload"; as="script",</build/app.css>; rel="preload"; as="style",</build/cookie-style.css>; rel="preload"; as="style",</build/term-condition-css.css>; rel="preload"; as="style",</build/contact-css.css>; rel="preload"; as="style",</build/comment-css.css>; rel="preload"; as="style""
x-debug-token
"d87eb3"

Cookies

Request Cookies

No request cookies

Response Cookies

No response cookies

Session 11

Session Metadata

Key Value
Created
"Sun, 20 Jul 25 05:26:43 +0000"
Last used
"Sun, 20 Jul 25 05:26:43 +0000"
Lifetime
0

Session Attributes

Attribute Value
_csrf/https-comment
"Dt6shjG5418tBBW5fX271QvKpo_mdXLwF1qBagLCdPE"
_csrf/https-cookie_accept
"R3xZxxylNdrRSVk2RlvFVV23Wx7iLPG43HZINbEJhTE"

Session Usage

11 Usages
Stateless check enabled
Usage
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/src/Controller/ArticleController.php"
    "line" => 277
    "function" => "render"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 181
    "function" => "show"
    "class" => "App\Controller\ArticleController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Kernel.php"
    "line" => 197
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
    "line" => 35
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    "line" => 29
    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
  ]
]

Flashes

Flashes

No flash messages were created.

Server Parameters

Server Parameters

Defined in .env

Key Value
APP_ENV
"dev"
APP_SECRET
"0a988e63f011514eaabfc650b599af4d"
CORS_ALLOW_ORIGIN
"*"
DATABASE_URL
"mysql://bbndb_rctuser:33F5W25z40or0f7@localhost:3306/rct_bbntimes"
GOOGLE_RECAPTCHA_SECRET_KEY
"6LdV5fgpAAAAANxzTG8ZMfIjil1wu-1vrQvnUt-x"
GOOGLE_RECAPTCHA_SITE_KEY
"6LdV5fgpAAAAAENKcn73MJAhQrbtQeqgyC4wDLMP"
MAILER_DSN
"smtp://no-reply%40rct.dev.bbntimes.com:Bl6%26gLD48%26Of919@rct.dev.bbntimes.com:465"
MARIADB_PASSWORD
"i!87pK&!85ezc8"

Defined as regular env variables

Key Value
APP_DEBUG
"1"
BASE
"/public"
CONTEXT_DOCUMENT_ROOT
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
CONTEXT_PREFIX
""
DOCUMENT_ROOT
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
FCGI_ROLE
"RESPONDER"
GATEWAY_INTERFACE
"CGI/1.1"
HTTPS
"on"
HTTP_ACCEPT
"text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.7"
HTTP_ACCEPT_ENCODING
"gzip, deflate, br, zstd"
HTTP_CACHE_CONTROL
"no-cache"
HTTP_CONNECTION
"close"
HTTP_HOST
"rct.dev.bbntimes.com"
HTTP_PRAGMA
"no-cache"
HTTP_SEC_CH_UA
""Chromium";v="130", "HeadlessChrome";v="130", "Not?A_Brand";v="99""
HTTP_SEC_CH_UA_MOBILE
"?0"
HTTP_SEC_CH_UA_PLATFORM
""Windows""
HTTP_SEC_FETCH_DEST
"document"
HTTP_SEC_FETCH_MODE
"navigate"
HTTP_SEC_FETCH_SITE
"none"
HTTP_SEC_FETCH_USER
"?1"
HTTP_UPGRADE_INSECURE_REQUESTS
"1"
HTTP_USER_AGENT
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY
"0"
PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY
"0"
PATH
"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/snap/bin"
PHP_SELF
"/public/index.php"
PP_CUSTOM_PHP_CGI_INDEX
"plesk-php81-fastcgi"
PP_CUSTOM_PHP_INI
"/var/www/vhosts/system/rct.dev.bbntimes.com/etc/php.ini"
QUERY_STRING
""
REDIRECT_BASE
"/public"
REDIRECT_HTTPS
"on"
REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY
"0"
REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY
"0"
REDIRECT_REDIRECT_HTTPS
"on"
REDIRECT_REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY
"0"
REDIRECT_REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY
"0"
REDIRECT_REDIRECT_SCRIPT_URI
"https://rct.dev.bbntimes.com/technology/minimizing-train-delays-with-machine-learning"
REDIRECT_REDIRECT_SCRIPT_URL
"/technology/minimizing-train-delays-with-machine-learning"
REDIRECT_REDIRECT_SSL_TLS_SNI
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS
"200"
REDIRECT_REDIRECT_UNIQUE_ID
"aHx-E1xAMHRsar3IMfPDkgAAAAU"
REDIRECT_SCRIPT_URI
"https://rct.dev.bbntimes.com/technology/minimizing-train-delays-with-machine-learning"
REDIRECT_SCRIPT_URL
"/technology/minimizing-train-delays-with-machine-learning"
REDIRECT_SSL_TLS_SNI
"rct.dev.bbntimes.com"
REDIRECT_STATUS
"200"
REDIRECT_UNIQUE_ID
"aHx-E1xAMHRsar3IMfPDkgAAAAU"
REDIRECT_URL
"/public/technology/minimizing-train-delays-with-machine-learning"
REMOTE_ADDR
"216.73.216.209"
REMOTE_PORT
"14200"
REQUEST_METHOD
"GET"
REQUEST_SCHEME
"https"
REQUEST_TIME
1752989203
REQUEST_TIME_FLOAT
1752989203.7077
REQUEST_URI
"/technology/minimizing-train-delays-with-machine-learning"
SCRIPT_FILENAME
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
SCRIPT_NAME
"/public/index.php"
SCRIPT_URI
"https://rct.dev.bbntimes.com/technology/minimizing-train-delays-with-machine-learning"
SCRIPT_URL
"/technology/minimizing-train-delays-with-machine-learning"
SERVER_ADDR
"5.196.1.209"
SERVER_ADMIN
"[no address given]"
SERVER_NAME
"rct.dev.bbntimes.com"
SERVER_PORT
"443"
SERVER_PROTOCOL
"HTTP/1.1"
SERVER_SIGNATURE
"<address>Apache Server at rct.dev.bbntimes.com Port 443</address>\n"
SERVER_SOFTWARE
"Apache"
SSL_TLS_SNI
"rct.dev.bbntimes.com"
SYMFONY_DOTENV_VARS
"APP_ENV,APP_SECRET,DATABASE_URL,MARIADB_PASSWORD,CORS_ALLOW_ORIGIN,MAILER_DSN,GOOGLE_RECAPTCHA_SECRET_KEY,GOOGLE_RECAPTCHA_SITE_KEY"
UNIQUE_ID
"aHx-E1xAMHRsar3IMfPDkgAAAAU"

Sub Requests 6

CookieController :: renderAnalysis (token = 861544)

Key Value
_controller
"App\Controller\CookieController::renderAnalysis"
_format
"html"
_locale
"en"
_stopwatch_token
"10d99e"

AppController :: renderHeader (token = 29a5fe)

Key Value
_controller
"App\Controller\AppController::renderHeader"
_format
"html"
_locale
"en"
_stopwatch_token
"8ad8e5"
slug
"home"

ArticleController :: trendingArticle (token = d2b455)

Key Value
_controller
"App\Controller\ArticleController::trendingArticle"
_format
"html"
_locale
"en"
_stopwatch_token
"732db3"
category
"Technology"

ArticleController :: relatedArticles (token = bba4fd)

Key Value
_controller
"App\Controller\ArticleController::relatedArticles"
_format
"html"
_locale
"en"
_stopwatch_token
"33a661"
current_article
App\Entity\Article {#1094
  -id: 2732
  -title: "Minimizing Train Delays with Machine Learning "
  -slug: "minimizing-train-delays-with-machine-learning"
  -introtext: "<p>Machine learning can improve rail travel both in the long and the short-term by minimizing train delays and ensuring high service quality.&nbsp;Train delays can be really frustrating and disruptive, especially if you frequently commute by train for work. In addition to the trains being late, the fact that most predictions&nbsp;You might end up feeling so annoyed, you’re almost sure the railway operator has something personal against you.</p>\r\n"
  -content: """
    \r\n
    <p>But the fact is, delayed trains affect millions of people all over the world, and there is very little operators can do to minimize such delays. This is because rail delays are caused by numerous factors that are interrelated, making it hard to assess the effects and devise solutions. However, using artificial intelligence applications, powered by machine learning, can help rail operators improve services by enabling intelligent decision-making and prompt action for minimizing train delays.</p>\r\n
    <h2><span style="color: #10228b;">How Machine Learning helps in Minimizing Train Delays</span></h2>\r\n
    <div class="slate-resizable-image-embed slate-image-embed__resize-full-width"><img src="https://media.licdn.com/dms/image/C4E12AQHpXGj2ZhwjSA/article-inline_image-shrink_1500_2232/0?e=1543449600&amp;v=beta&amp;t=YInbBEt0qTGAWsmyT1heVhwZIvSyzFZqrXKqFXNxqhw" alt="" data-media-urn="" data-li-src="https://media.licdn.com/dms/image/C4E12AQHpXGj2ZhwjSA/article-inline_image-shrink_1500_2232/0?e=1543449600&amp;v=beta&amp;t=YInbBEt0qTGAWsmyT1heVhwZIvSyzFZqrXKqFXNxqhw" /></div>\r\n
    <p>Train delays are caused by multiple factors, including infrastructural and mechanical failures, unfavorable weather, delays caused by passengers, and suboptimal scheduling. Using machine learning, rail operators can optimize and improve rail networks and minimize train delays.</p>\r\n
    <h2><span style="color: #10228b;">Predicting Train Delays</span></h2>\r\n
    <p>The already frustrating issue of delayed trains is further aggravated by the inaccuracy in the rescheduled time of arrival. With multiple trains sharing the same routes, one late train can delay all the trains scheduled after it. Depending on the number and frequency of trains passing through a route, delayed trains can have extensive ramifications, causing inconvenience to thousands or even millions of passengers. Machine learning is being used to accurately estimate how late a train will arrive at a station. To accurately predict the ETA, large volumes of historical data, along with the real-time positional and performance data, is constantly analyzed for every train. This allows operators to control and conduct rail traffic in a way that minimizes the effect of one delayed train on the schedules of others. This will ensure the overall system adheres to the schedule even if some trains, due to unforeseen causes, get delayed.</p>\r\n
    <h2><span style="color: #10228b;">Ensuring Timely Maintenance</span></h2>\r\n
    <p>A failure or defect in either the locomotive or the track in a railway network can lead to a complete halt of operations on a given route. This causes long delays with the estimated time for restoration contingent on various factors. The use of&nbsp;<a href="https://www.allerin.com/blog/machine-learning-in-the-automotive-industry" target="_blank" rel="nofollow noopener"><span style="text-decoration: underline;">machine learning in the automotive industry</span></a>&nbsp;has already proven its effectiveness in performing predictive maintenance, which can be applied to locomotives to eliminate delays due to breakdowns. Machine learning can potentially eliminate mechanical breakdowns by constantly monitoring data points that can indicate any impending breakdowns. A proactive approach towards the maintenance of trains and tracks minimizes the need for urgent repairs.</p>\r\n
    <h2><span style="color: #10228b;">Optimizing Train Schedules</span></h2>\r\n
    <p>The massive amount of real-time data collected and analyzed through machine learning can not only improve the current railway operations but can also assist in making long-term improvements like laying new lines and planning new routes. Insights gained through machine learning enable railway operators and authorities to plan and optimize the use of the available trains and the related infrastructure. Suboptimal routes can be re-planned, or new routes can be designed, to ensure. This can be achieved using reinforcement learning, a type of machine learning that can determine the most optimal solution to problems by evaluating the results of previous actions. Optimizing routes and schedules can help in minimizing train delays due to congestion of passengers and uneven rail traffic.</p>\r\n
    <p>The use of&nbsp;<a href="https://www.computerworlduk.com/data/how-siemens-uses-data-analytics-make-trains-run-time-3665953/" target="_blank" rel="nofollow noopener"><span style="text-decoration: underline;">data analytics to make trains run on time</span></a>&nbsp;is not a radically new or futuristic concept but is something that is already happening. In addition to minimizing train delays, analytics are also enabling rail operators to provide better customer experiences like real-time tracking of trains and gathering feedback through mobile applications. With the help of machine learning and big data, train journeys will become much more convenient.&nbsp;&nbsp;</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1538229843 {#1145
    date: 2018-09-29 14:04:03.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1538230235 {#1150
    date: 2018-09-29 14:10:35.0 UTC (+00:00)
  }
  -deletedAt: null
  -category: App\Entity\Category {#445 …}
  -status: "published"
  -imageCard: Proxies\__CG__\App\Entity\File {#1184 …}
  -ImageHeader: Proxies\__CG__\App\Entity\File {#1184 …}
  -featured: false
  -mainView: false
  -clicks: 7641
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1538229840 {#1148
    date: 2018-09-29 14:04:00.0 UTC (+00:00)
  }
  -metakey: ""
  -metadesc: "Machine learning can improve rail travel both in the long and the short-term by minimizing train delays and ensuring high service quality.\u{A0}Train delays can be really frustrating and disruptive, especially if you frequently commute by train for work. In addition to the trains being late, the fact that most predictions\u{A0}You might end up feeling so annoyed, you’re almost sure the railway operator has something personal against you."
  -robots: null
  -publishedAt: DateTime @1538229840 {#1147
    date: 2018-09-29 14:04:00.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = f0f182)

Key Value
_controller
"App\Controller\AppController::renderFooter"
_format
"html"
_locale
"en"
_stopwatch_token
"1865b7"

CookieController :: renderCookie (token = 1e4ce8)

Key Value
_controller
"App\Controller\CookieController::renderCookie"
_format
"html"
_locale
"en"
_stopwatch_token
"7f5336"